Replacing MLP projection heads with Kolmogorov-Arnold Network heads in a dual-teacher self-supervised art-style classifier yields Top-1 accuracy gains of around 0.2 to 1.0 percentage points on WikiArt and Pandora18k, with one backbone showing a slight drop.
1597–1607 (2020) 2
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Beyond Linear Bottlenecks: Spline-Based Knowledge Distillation for Culturally Diverse Art Style Classification
Replacing MLP projection heads with Kolmogorov-Arnold Network heads in a dual-teacher self-supervised art-style classifier yields Top-1 accuracy gains of around 0.2 to 1.0 percentage points on WikiArt and Pandora18k, with one backbone showing a slight drop.